$12.5K in Monthly Revenue After Four Failures: How SocialCrawl Changed Its Approach
1. The fifth product started with a firsthand problem
After four failed products, Selene Lee, an Oxford University neuroscience PhD, focused on the data collection problem she was experiencing firsthand.
- Data needed for social media operations was scattered across multiple APIs and subscriptions, and the formats were all different.
- The internal tool built to solve this led to SocialCrawl.
- SocialCrawl is a service that provides public web data from more than 44 platforms, including social media, news, and e-commerce, through a single API.
2. Validating existing demand with a small product
Demand was confirmed through the existence of competing services, and the pain points repeatedly mentioned by users were narrowed down.
- The problem that emerged from customer conversations was unstable data and a limited scope of support.
- Co-founder Oscar Lee used Claude Code to launch an MVP in two weeks.
- The first paying customer came within 48 hours of launch, and the product then expanded based on actual requests.
3. Giving customers a reason to keep using the product
At the time of the interview, SocialCrawl's monthly revenue was about $12,500, and it uses a usage-based model where customers buy credits without a subscription.
- Users can test real API requests with free credits before converting to paid.
- As it becomes embedded in customer workflows, usage grows and leads to the purchase of larger credit packages.
- The strategy of lowering prices in the earlier products did not deliver enough results.
- SocialCrawl focused on strengthening data reliability and the features requested repeatedly.
4. Meeting customers began before launch
The basis for early traction was the process of sharing development publicly and the relationships built within founder communities.
- She first got involved by using other founders' products and giving feedback.
- In particular, the WhatsApp community was a channel that brought in hundreds of signups on launch day.
- This time, marketing, which had been postponed while focusing on development, was treated as part of building the business.
